03 — Understand

Research-grade analytics + conversational insight

Categorai classification, themes, chat-with-data, misinformation detection, persona lab, benchmarks, and cross-tabs. Every answer cites its source rows.

Explore Categorai

Categorai v2 classification

6-category standard + unlimited custom taxonomies. Batched GPT-5-mini for throughput, GPT-5.4 for quality tier. Full metrics dashboard.

F1 / MCC / precision / recall / confusion
Human-in-the-loop relabelling
Versioned taxonomies per workspace
Batch 20 / call, parallel

Misinformation Virality Detector

4-category classifier (verified · misinformation · satire · unclear) with CLEAR Global language-coverage pathway.

Rumour tracking per community
Severity + virality scoring
Cross-lingual signals
Exportable alerts to Editorio

Chat with your data

Three modes — quick · standard · deep — powered by GPT-5-thinking. Every claim cites its source rows. No hallucinated numbers.

Cross-tabs without writing SQL
Saved question templates
Inline chart rendering
Shareable answer snapshots

Persona Lab + benchmarks

Generate synthetic personas from your dataset, debate them, and compare against industry benchmarks before you ship a real survey.

25-agent debate rooms
Moderator + consensus summariser
Industry benchmark library
Exportable to PDF / DOCX